Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "42"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 42 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 120 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 118 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 42, Node N04:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459937 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.976049 12.099255 9.603403 10.262018 7.302365 7.760799 2.975707 4.516333 0.0349 0.0319 0.0029 nan nan
2459936 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.259322 11.552617 11.912825 12.409692 8.476700 9.163412 6.780556 6.376368 0.0322 0.0299 0.0024 nan nan
2459935 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.672757 11.940983 8.556610 9.456122 8.802583 9.416427 1.107400 2.163175 0.0306 0.0290 0.0022 nan nan
2459934 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.807727 14.796156 9.286733 10.020950 8.547528 8.584641 1.556677 1.904823 0.0313 0.0296 0.0023 nan nan
2459933 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.381623 12.092445 9.819894 10.519950 8.407180 8.293838 1.673302 1.854218 0.0310 0.0293 0.0023 nan nan
2459932 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.167338 15.151084 9.684345 10.590703 3.377928 2.688332 1.574980 2.402615 0.0319 0.0297 0.0025 nan nan
2459931 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.726106 13.834854 10.401710 11.067364 6.637418 7.362502 1.721553 2.580629 0.0319 0.0299 0.0025 nan nan
2459930 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.844967 11.721829 8.814604 9.679278 6.424101 7.045684 1.732585 1.871957 0.0314 0.0295 0.0023 nan nan
2459929 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.086375 12.372943 11.333610 11.847327 1.594310 1.793426 1.783066 1.340139 0.0340 0.0306 0.0032 nan nan
2459928 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.320093 10.979209 10.614886 11.305687 8.562931 8.941604 0.785929 1.340594 0.0306 0.0289 0.0020 nan nan
2459927 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.408691 12.955080 9.870716 10.631844 3.267844 1.408371 1.185742 1.579112 0.0345 0.0309 0.0032 nan nan
2459926 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.914305 12.827561 8.902261 9.419008 1.060608 1.394164 0.780136 0.992283 0.0315 0.0292 0.0025 nan nan
2459925 digital_ok 100.00% 100.00% 100.00% 0.00% - - 7.653693 8.935616 11.539188 12.175305 4.665510 5.736313 3.004852 1.871643 0.0322 0.0300 0.0025 nan nan
2459924 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.261093 12.142381 10.843934 11.328841 7.090027 7.471403 2.081575 2.307241 0.0314 0.0295 0.0022 nan nan
2459923 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.419562 13.487254 10.467195 11.306378 5.868182 5.814299 2.589232 1.900812 0.0327 0.0305 0.0025 nan nan
2459922 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.899152 12.103094 7.645856 8.367809 9.755939 9.863058 0.350231 1.010831 0.0311 0.0294 0.0022 nan nan
2459921 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.894640 10.893729 8.454585 9.624529 11.254788 11.267417 0.118046 1.018765 0.0322 0.0305 0.0026 nan nan
2459920 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.296507 10.855369 7.531031 8.259072 6.983380 7.115508 0.992753 2.112329 0.0315 0.0296 0.0023 nan nan
2459919 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.066903 11.619071 8.686395 9.343222 9.102317 10.289160 1.118044 2.398851 0.0317 0.0297 0.0023 nan nan
2459918 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.546586 13.235912 8.901628 9.535375 6.843403 6.682043 2.766237 2.370948 0.0309 0.0291 0.0022 nan nan
2459917 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.633646 11.038002 9.130884 9.771477 5.336255 8.010505 2.401823 3.195713 0.0330 0.0309 0.0008 nan nan
2459916 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.970685 11.543179 9.079568 9.625364 7.278476 7.726672 2.230483 3.187994 0.0360 0.0332 0.0009 nan nan
2459915 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.529259 12.275327 10.783464 11.341792 7.743003 7.528193 4.478987 4.085174 0.0430 0.0387 0.0015 nan nan
2459914 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.469151 13.500422 11.476529 12.120654 8.552134 9.115831 7.212260 7.164423 0.0371 0.0338 0.0010 nan nan
2459913 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.487577 13.469461 9.642982 10.362398 8.900423 9.121382 5.682729 3.021185 0.0353 0.0326 0.0010 nan nan
2459912 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.536072 11.471867 8.525208 9.421347 8.688724 8.065634 1.103275 2.153259 0.0363 0.0341 0.0011 nan nan
2459911 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.129888 10.884443 9.072814 9.807483 8.384407 7.247590 0.274061 0.636224 0.0348 0.0323 0.0009 nan nan
2459910 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.392278 11.188759 9.033418 9.743368 8.610414 7.609561 0.510271 0.845742 0.0341 0.0319 0.0009 nan nan
2459909 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.889541 11.609326 8.776008 9.519104 7.368540 6.204131 0.567582 1.040487 0.0331 0.0308 0.0007 nan nan
2459908 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.473823 12.332439 8.432860 9.204638 6.337871 5.700941 1.974289 2.649268 0.0348 0.0324 0.0009 nan nan
2459907 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.493660 12.480575 9.053526 9.896020 6.764001 6.099486 1.467870 2.242318 0.0386 0.0353 0.0012 nan nan
2459906 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.246291 12.532913 9.554519 10.349734 7.812723 8.330342 0.777412 1.988078 0.0342 0.0316 0.0009 nan nan
2459905 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.788012 11.671334 9.346334 10.015039 12.243607 13.446908 0.475176 1.233507 0.0320 0.0306 0.0009 nan nan
2459904 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.534279 11.823077 10.220642 11.018463 8.904445 10.139703 2.865737 4.239152 0.0321 0.0306 0.0008 nan nan
2459903 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.245578 12.562064 10.009295 10.751192 7.096732 7.800278 1.706774 2.898289 0.0330 0.0312 0.0009 nan nan
2459902 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.841771 13.984406 10.557976 11.167892 7.649735 8.143019 0.735468 1.320672 0.0370 0.0339 0.0012 nan nan
2459901 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.956012 14.185937 9.416443 10.153838 6.968928 7.070546 0.769100 1.640917 0.0393 0.0360 0.0014 nan nan
2459900 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.666677 14.469827 9.895080 10.712626 8.791369 7.517121 0.310148 1.212083 0.0357 0.0333 0.0011 nan nan
2459898 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.130557 1.029327 -0.312932 0.582634 1.182464 0.264010 0.161714 0.396727 0.6883 0.6878 0.3998 nan nan
2459897 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.117354 0.936923 -0.429477 0.677718 1.092507 0.388460 -0.054055 -0.156091 0.6914 0.6871 0.3955 nan nan
2459896 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.088789 0.827162 -0.419216 0.567112 1.201395 0.304855 0.702999 -0.106611 0.6921 0.6906 0.3959 nan nan
2459895 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.095269 0.603886 -0.041890 0.578600 1.193069 -0.115278 -0.213482 0.398359 0.7907 0.7804 0.2512 nan nan
2459894 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.005969 0.933016 -0.272834 0.601558 1.146797 0.278493 0.045271 -0.199558 0.7039 0.6958 0.3813 nan nan
2459893 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.131887 1.063233 -0.348492 0.632392 0.666240 0.312149 -0.088023 -0.339384 0.7028 0.6964 0.3849 nan nan
2459892 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.209440 1.153250 -0.423511 0.629854 1.219089 0.376600 0.063070 -0.199738 0.6990 0.6974 0.3853 nan nan
2459891 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.105113 0.864339 -0.430459 0.676915 0.250780 0.176487 -0.081892 -0.010669 0.6926 0.6900 0.3910 nan nan
2459890 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.124013 0.830955 -0.040083 0.722956 1.115957 0.241971 0.529778 -0.437705 0.6950 0.6868 0.3909 nan nan
2459889 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.268720 0.754737 -0.490317 0.576265 0.817553 0.151504 0.473535 0.540830 0.7026 0.6905 0.3863 nan nan
2459888 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.098842 0.725760 -0.235543 0.665220 0.874733 0.683646 -0.235932 0.012673 0.7174 0.7100 0.3782 nan nan
2459887 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.047326 0.917995 -0.150061 0.538654 0.791347 0.418452 0.489157 0.140882 0.7024 0.6919 0.3887 nan nan
2459886 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.103314 0.915721 -0.258559 0.520029 0.303662 0.781667 -0.223166 0.649084 0.7815 0.7620 0.3242 nan nan
2459885 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.440847 1.487059 -0.861897 1.438856 0.467639 -0.228199 -0.187157 -0.044059 0.7489 0.7369 0.3482 nan nan
2459884 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.299344 0.962445 -0.259997 0.572897 0.169281 0.839972 0.370614 -0.119306 0.7020 0.6930 0.3925 nan nan
2459883 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.331103 1.345690 -0.862610 1.407298 0.251478 -0.632886 1.718482 0.804189 0.7023 0.6993 0.3817 nan nan
2459882 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.836367 3.214297 28.348902 26.595156 1.585467 1.985157 -0.971184 -1.502133 0.7052 0.7011 0.3787 nan nan
2459881 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.006977 1.175463 -0.461267 1.667249 -0.228079 -0.549046 -0.743397 -0.552444 0.7357 0.7396 0.3330 nan nan
2459880 digital_ok 100.00% 100.00% 100.00% 0.00% - - 300.310503 301.447720 inf inf 4771.934138 4735.676671 9621.468163 9518.080319 nan nan nan nan nan
2459879 digital_ok 100.00% 100.00% 100.00% 0.00% - - 154.126591 155.133073 inf inf 3442.837792 3554.067114 9698.604740 10219.243021 nan nan nan nan nan
2459878 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.123691 1.320180 -0.356375 2.353635 -0.353711 -0.466769 0.523734 -0.837529 0.6899 0.7014 0.3951 nan nan
2459876 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459875 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.501202 1.407519 -0.485376 2.126183 -0.943387 -0.657146 -0.278876 -0.480175 0.7228 0.7201 0.3904 nan nan
2459874 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.034217 2.052162 -0.863278 0.860070 -0.890764 -0.744561 -0.369778 0.810046 0.7104 0.6922 0.3822 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.232243 1.532264 -0.154403 1.605739 -0.244304 -0.629682 -0.453613 -0.770309 0.7189 0.6927 0.3772 nan nan
2459872 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.667308 1.249248 -0.631084 1.607971 -0.689939 -0.605408 -0.559004 -1.185797 0.7095 0.6971 0.3895 nan nan
2459871 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.287083 1.050832 -0.744624 1.547447 -0.720072 -0.802266 0.100229 -0.986663 0.7168 0.6938 0.3853 nan nan
2459870 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.637421 2.009627 -0.821227 1.269176 -0.656374 -0.353318 -0.195711 -0.857216 0.7218 0.7019 0.3866 nan nan
2459869 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.654184 1.774379 -0.804080 0.775407 -0.407230 -0.952792 -0.462426 -1.145862 0.7298 0.7212 0.3772 nan nan
2459868 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.630064 1.433750 0.274643 1.938481 -0.885464 -0.980777 0.394663 -0.292444 0.7142 0.6953 0.3947 nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.064168 1.163576 -0.098632 1.558534 -0.378552 -1.092027 -0.110025 -0.951615 0.7257 0.6996 0.3940 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.053019 1.405089 -0.183925 1.825882 0.255206 -0.233747 0.629655 0.585188 0.7236 0.7012 0.3885 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.261525 1.974646 6.054942 7.584273 -0.883473 -0.463252 0.160774 0.606782 0.7419 0.7220 0.3547 nan nan
2459864 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.324066 1.365867 -1.291831 0.025836 -0.487202 -0.743498 -0.358277 -0.440310 0.7213 0.6947 0.4058 nan nan
2459863 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.107787 3.705062 -1.379885 -0.333475 -0.320507 -0.513766 0.042497 -0.686117 0.6994 0.7027 0.4091 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.271591 2.138785 -0.217287 0.591581 0.049173 -0.019818 0.052769 -0.598730 0.7288 0.6872 0.4077 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.176887 1.866186 -0.720241 -0.404236 -1.042392 -0.059821 0.214291 -0.800620 0.7356 0.6836 0.4079 nan nan
2459859 digital_ok 100.00% 100.00% 100.00% 0.00% - - 192.631169 193.111253 inf inf 3120.940844 3120.904326 5590.618141 5578.973442 nan nan nan nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.058323 2.288173 -0.339996 0.517711 -0.136542 0.311442 0.218912 -0.468333 0.7477 0.6923 0.4183 1.804963 1.582007
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.343843 0.942210 0.296749 0.332088 1.621338 0.205920 -0.098604 0.890919 0.0364 0.0419 0.0080 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.00% -0.066340 3.270315 -0.230002 -0.475790 -0.459867 -0.464665 0.185056 -0.964444 0.7408 0.7044 0.4050 1.835258 1.515874
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.187997 4.525428 -0.736248 -0.655686 0.106807 -0.827968 -0.283890 -0.919537 0.7258 0.7188 0.4376 3.559543 2.697667
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.278374 4.557133 0.379240 -0.673260 -0.469197 -0.645812 0.362328 -0.431567 0.7423 0.7453 0.4424 3.555287 2.682393
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.027486 2.585584 0.889812 -0.714043 -0.886527 -0.761142 0.351409 -0.766632 0.7628 0.6951 0.4264 1.797738 1.565882
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 1.08% -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078 0.8505 0.8444 0.2341 3.339932 3.088514
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% -0.442875 1.105157 1.262491 -0.741259 -1.209218 -0.787821 -0.065839 -0.408442 0.7843 0.7574 0.3325 1.741809 1.579764
2459850 digital_ok 0.00% 0.00% 0.00% 0.00% 18.02% 0.58% -0.266070 1.888864 0.873495 -0.709893 -1.091268 -0.940735 -0.537863 -1.349396 0.7654 0.7597 0.3492 1.816754 1.563282
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% -0.108400 2.194029 3.894761 -0.422884 -0.521941 -0.847880 -0.188107 -1.216085 0.7649 0.7525 0.3564 1.428733 1.372223
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 9.05% -0.105224 2.895065 2.852055 0.596659 -0.579146 -0.547142 -0.428143 -1.068067 0.7462 0.7523 0.3762 1.398944 1.345444
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.53% -0.003775 2.734448 2.326079 0.662841 0.681680 -0.004588 0.137745 -0.795644 0.7472 0.6878 0.4321 1.574099 1.444072
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -1.303603 0.810121 1.960520 0.484628 -0.879827 -0.702632 -0.696223 -0.597901 0.8618 0.6956 0.4741 1.666949 1.419789
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.271444 3.394798 4.277667 0.627580 -0.216240 -0.555999 0.009207 -1.303006 0.7615 0.7600 0.3691 3.137707 2.982014
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.916293 1.557649 0.304466 2.279350 1.780745 0.435954 0.262541 1.450229 0.0386 0.0584 0.0208 nan nan
2459843 digital_ok 0.00% 0.66% 0.66% 0.00% 15.22% 10.33% 0.024789 3.678843 1.132447 0.108275 -0.032715 -0.143365 -1.082316 -1.096265 0.7677 0.7569 0.3835 1.904659 1.762678
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.309013 62.151226 70.930823 64.345566 64.413016 66.596606 673.608928 560.515782 0.0170 0.0166 0.0003 1.149828 1.156560
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.657557 0.823885 -0.361601 0.712162 1.392609 -0.024759 -0.397511 0.773309 0.0380 0.0657 0.0057 nan nan
2459832 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.647750 1.618223 0.616022 0.496619 -0.649778 -0.917434 0.017720 -0.005353 0.0940 0.0956 0.0224 1.198877 1.201108
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 0.908284 2.342708 1.676880 3.394467 6.589157 9.776003 0.571298 1.742219 0.0306 0.0339 0.0022 nan nan
2459830 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.534788 1.138584 1.452228 1.045984 -0.994306 -0.262930 -0.376689 -0.495111 0.0948 0.0939 0.0276 1.268357 1.264252
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.078622 4.414393 1.421906 0.913535 -0.806385 0.211464 0.977025 0.269644 0.0887 0.1005 0.0172 44.532430 29.535897
2459828 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.517864 0.853057 1.507593 1.129695 -0.151897 -0.278920 -0.435354 -0.473184 0.0926 0.0878 0.0214 1.228978 1.212900
2459827 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.044125 3.501847 2.498898 1.044535 -0.758104 -0.370292 -0.471635 -0.587906 0.0903 0.1026 0.0178 1.253100 1.247706
2459826 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.589425 0.475602 2.232004 1.063372 -0.590714 -1.055549 -0.814664 -0.669702 0.0884 0.0947 0.0259 1.238421 1.229531
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.701466 0.398313 0.912295 0.969199 -0.894522 -0.744771 -0.880764 -0.875731 0.0989 0.0968 0.0227 1.170320 1.163606
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.366805 3.904774 0.868805 0.372363 -1.032085 0.507261 -0.346585 -0.796806 0.0913 0.1159 0.0163 1.191546 1.190896
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.953798 0.011050 2.093095 1.082141 -0.218083 1.439711 -1.429974 -0.034195 0.0924 0.1085 0.0235 1.207239 1.222951
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.800563 0.302593 2.205488 1.317262 0.113018 -0.463016 -0.194571 -0.900240 0.1105 0.1072 0.0249 1.191274 1.192155
2459821 digital_ok 0.00% 11.29% 11.29% 0.00% 13.16% 5.26% -0.357206 0.773526 2.178970 0.905260 -0.831677 -0.731175 -1.246652 -1.496491 0.7306 0.5893 0.4442 2.325164 1.957930
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 2.67% -0.142509 2.732657 2.319937 1.004789 -0.355026 -0.305844 -0.528322 -0.630203 0.7891 0.6911 0.4210 1.730691 1.618926
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 13.16% -0.537521 0.439101 1.627145 0.936003 -0.000503 -1.426657 -0.639415 -0.672627 0.8303 0.6967 0.4960 2.097621 1.919494
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 9.30% -0.038439 0.753746 1.615341 1.213165 0.170600 0.197159 -0.834886 -0.582170 0.8507 0.6066 0.5844 1.803835 1.540317
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 23.68% -0.831144 0.248914 1.417907 1.036181 -0.153947 -0.395628 -1.079795 -0.011804 0.8214 0.6992 0.5073 2.480222 2.153053
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 0.00% 0.00% 0.00% 0.00% 3.21% 0.00% -0.636099 2.600524 1.476458 0.315808 -0.053641 -0.345669 -0.423932 -0.075846 0.7946 0.7013 0.4328 1.933833 1.571006

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 42: 2459937

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.099255 10.976049 12.099255 9.603403 10.262018 7.302365 7.760799 2.975707 4.516333

Antenna 42: 2459936

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 12.409692 10.259322 11.552617 11.912825 12.409692 8.476700 9.163412 6.780556 6.376368

Antenna 42: 2459935

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.940983 11.940983 10.672757 9.456122 8.556610 9.416427 8.802583 2.163175 1.107400

Antenna 42: 2459934

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 14.796156 13.807727 14.796156 9.286733 10.020950 8.547528 8.584641 1.556677 1.904823

Antenna 42: 2459933

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.092445 12.092445 11.381623 10.519950 9.819894 8.293838 8.407180 1.854218 1.673302

Antenna 42: 2459932

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 15.151084 15.151084 13.167338 10.590703 9.684345 2.688332 3.377928 2.402615 1.574980

Antenna 42: 2459931

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.834854 12.726106 13.834854 10.401710 11.067364 6.637418 7.362502 1.721553 2.580629

Antenna 42: 2459930

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.721829 10.844967 11.721829 8.814604 9.679278 6.424101 7.045684 1.732585 1.871957

Antenna 42: 2459929

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.372943 12.372943 7.086375 11.847327 11.333610 1.793426 1.594310 1.340139 1.783066

Antenna 42: 2459928

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 11.305687 10.979209 10.320093 11.305687 10.614886 8.941604 8.562931 1.340594 0.785929

Antenna 42: 2459927

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.955080 12.955080 11.408691 10.631844 9.870716 1.408371 3.267844 1.579112 1.185742

Antenna 42: 2459926

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.827561 12.827561 9.914305 9.419008 8.902261 1.394164 1.060608 0.992283 0.780136

Antenna 42: 2459925

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 12.175305 7.653693 8.935616 11.539188 12.175305 4.665510 5.736313 3.004852 1.871643

Antenna 42: 2459924

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.142381 11.261093 12.142381 10.843934 11.328841 7.090027 7.471403 2.081575 2.307241

Antenna 42: 2459923

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.487254 13.487254 12.419562 11.306378 10.467195 5.814299 5.868182 1.900812 2.589232

Antenna 42: 2459922

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.103094 12.103094 10.899152 8.367809 7.645856 9.863058 9.755939 1.010831 0.350231

Antenna 42: 2459921

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 11.267417 9.894640 10.893729 8.454585 9.624529 11.254788 11.267417 0.118046 1.018765

Antenna 42: 2459920

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 10.855369 10.855369 10.296507 8.259072 7.531031 7.115508 6.983380 2.112329 0.992753

Antenna 42: 2459919

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.619071 11.066903 11.619071 8.686395 9.343222 9.102317 10.289160 1.118044 2.398851

Antenna 42: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.235912 13.235912 12.546586 9.535375 8.901628 6.682043 6.843403 2.370948 2.766237

Antenna 42: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.038002 11.038002 10.633646 9.771477 9.130884 8.010505 5.336255 3.195713 2.401823

Antenna 42: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.543179 10.970685 11.543179 9.079568 9.625364 7.278476 7.726672 2.230483 3.187994

Antenna 42: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.275327 11.529259 12.275327 10.783464 11.341792 7.743003 7.528193 4.478987 4.085174

Antenna 42: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.500422 12.469151 13.500422 11.476529 12.120654 8.552134 9.115831 7.212260 7.164423

Antenna 42: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.469461 13.469461 12.487577 10.362398 9.642982 9.121382 8.900423 3.021185 5.682729

Antenna 42: 2459912

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.471867 11.471867 10.536072 9.421347 8.525208 8.065634 8.688724 2.153259 1.103275

Antenna 42: 2459911

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 10.884443 10.884443 10.129888 9.807483 9.072814 7.247590 8.384407 0.636224 0.274061

Antenna 42: 2459910

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.188759 11.188759 10.392278 9.743368 9.033418 7.609561 8.610414 0.845742 0.510271

Antenna 42: 2459909

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.609326 11.609326 10.889541 9.519104 8.776008 6.204131 7.368540 1.040487 0.567582

Antenna 42: 2459908

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.332439 11.473823 12.332439 8.432860 9.204638 6.337871 5.700941 1.974289 2.649268

Antenna 42: 2459907

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.480575 12.480575 11.493660 9.896020 9.053526 6.099486 6.764001 2.242318 1.467870

Antenna 42: 2459906

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.532913 12.532913 11.246291 10.349734 9.554519 8.330342 7.812723 1.988078 0.777412

Antenna 42: 2459905

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 13.446908 11.671334 10.788012 10.015039 9.346334 13.446908 12.243607 1.233507 0.475176

Antenna 42: 2459904

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 11.823077 11.823077 10.534279 11.018463 10.220642 10.139703 8.904445 4.239152 2.865737

Antenna 42: 2459903

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 12.562064 12.562064 11.245578 10.751192 10.009295 7.800278 7.096732 2.898289 1.706774

Antenna 42: 2459902

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 13.984406 12.841771 13.984406 10.557976 11.167892 7.649735 8.143019 0.735468 1.320672

Antenna 42: 2459901

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 14.185937 12.956012 14.185937 9.416443 10.153838 6.968928 7.070546 0.769100 1.640917

Antenna 42: 2459900

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 14.469827 11.666677 14.469827 9.895080 10.712626 8.791369 7.517121 0.310148 1.212083

Antenna 42: 2459898

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.182464 1.029327 0.130557 0.582634 -0.312932 0.264010 1.182464 0.396727 0.161714

Antenna 42: 2459897

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.092507 0.936923 0.117354 0.677718 -0.429477 0.388460 1.092507 -0.156091 -0.054055

Antenna 42: 2459896

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.201395 0.827162 0.088789 0.567112 -0.419216 0.304855 1.201395 -0.106611 0.702999

Antenna 42: 2459895

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.193069 0.095269 0.603886 -0.041890 0.578600 1.193069 -0.115278 -0.213482 0.398359

Antenna 42: 2459894

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.146797 0.933016 0.005969 0.601558 -0.272834 0.278493 1.146797 -0.199558 0.045271

Antenna 42: 2459893

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.063233 0.131887 1.063233 -0.348492 0.632392 0.666240 0.312149 -0.088023 -0.339384

Antenna 42: 2459892

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.219089 1.153250 0.209440 0.629854 -0.423511 0.376600 1.219089 -0.199738 0.063070

Antenna 42: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.864339 0.105113 0.864339 -0.430459 0.676915 0.250780 0.176487 -0.081892 -0.010669

Antenna 42: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.115957 0.830955 -0.124013 0.722956 -0.040083 0.241971 1.115957 -0.437705 0.529778

Antenna 42: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 0.817553 -0.268720 0.754737 -0.490317 0.576265 0.817553 0.151504 0.473535 0.540830

Antenna 42: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 0.874733 0.725760 -0.098842 0.665220 -0.235543 0.683646 0.874733 0.012673 -0.235932

Antenna 42: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.917995 0.917995 0.047326 0.538654 -0.150061 0.418452 0.791347 0.140882 0.489157

Antenna 42: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.915721 -0.103314 0.915721 -0.258559 0.520029 0.303662 0.781667 -0.223166 0.649084

Antenna 42: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.487059 1.487059 -0.440847 1.438856 -0.861897 -0.228199 0.467639 -0.044059 -0.187157

Antenna 42: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 0.962445 0.962445 -0.299344 0.572897 -0.259997 0.839972 0.169281 -0.119306 0.370614

Antenna 42: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 1.718482 1.345690 -0.331103 1.407298 -0.862610 -0.632886 0.251478 0.804189 1.718482

Antenna 42: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 28.348902 3.214297 0.836367 26.595156 28.348902 1.985157 1.585467 -1.502133 -0.971184

Antenna 42: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.667249 1.175463 0.006977 1.667249 -0.461267 -0.549046 -0.228079 -0.552444 -0.743397

Antenna 42: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power inf 301.447720 300.310503 inf inf 4735.676671 4771.934138 9518.080319 9621.468163

Antenna 42: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power inf 155.133073 154.126591 inf inf 3554.067114 3442.837792 10219.243021 9698.604740

Antenna 42: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 2.353635 1.320180 -0.123691 2.353635 -0.356375 -0.466769 -0.353711 -0.837529 0.523734

Antenna 42: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 2.126183 -0.501202 1.407519 -0.485376 2.126183 -0.943387 -0.657146 -0.278876 -0.480175

Antenna 42: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.052162 0.034217 2.052162 -0.863278 0.860070 -0.890764 -0.744561 -0.369778 0.810046

Antenna 42: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.605739 -0.232243 1.532264 -0.154403 1.605739 -0.244304 -0.629682 -0.453613 -0.770309

Antenna 42: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.607971 1.249248 -0.667308 1.607971 -0.631084 -0.605408 -0.689939 -1.185797 -0.559004

Antenna 42: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.547447 1.050832 -0.287083 1.547447 -0.744624 -0.802266 -0.720072 -0.986663 0.100229

Antenna 42: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.009627 -0.637421 2.009627 -0.821227 1.269176 -0.656374 -0.353318 -0.195711 -0.857216

Antenna 42: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.774379 -0.654184 1.774379 -0.804080 0.775407 -0.407230 -0.952792 -0.462426 -1.145862

Antenna 42: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.938481 -0.630064 1.433750 0.274643 1.938481 -0.885464 -0.980777 0.394663 -0.292444

Antenna 42: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.558534 0.064168 1.163576 -0.098632 1.558534 -0.378552 -1.092027 -0.110025 -0.951615

Antenna 42: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 1.825882 1.405089 -0.053019 1.825882 -0.183925 -0.233747 0.255206 0.585188 0.629655

Antenna 42: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 7.584273 -0.261525 1.974646 6.054942 7.584273 -0.883473 -0.463252 0.160774 0.606782

Antenna 42: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.365867 1.365867 -0.324066 0.025836 -1.291831 -0.743498 -0.487202 -0.440310 -0.358277

Antenna 42: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 42: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.705062 -0.107787 3.705062 -1.379885 -0.333475 -0.320507 -0.513766 0.042497 -0.686117

Antenna 42: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.138785 2.138785 -0.271591 0.591581 -0.217287 -0.019818 0.049173 -0.598730 0.052769

Antenna 42: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.866186 -0.176887 1.866186 -0.720241 -0.404236 -1.042392 -0.059821 0.214291 -0.800620

Antenna 42: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power inf 192.631169 193.111253 inf inf 3120.940844 3120.904326 5590.618141 5578.973442

Antenna 42: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.288173 2.288173 -0.058323 0.517711 -0.339996 0.311442 -0.136542 -0.468333 0.218912

Antenna 42: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Variability 1.621338 0.942210 1.343843 0.332088 0.296749 0.205920 1.621338 0.890919 -0.098604

Antenna 42: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.270315 -0.066340 3.270315 -0.230002 -0.475790 -0.459867 -0.464665 0.185056 -0.964444

Antenna 42: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.525428 4.525428 -0.187997 -0.655686 -0.736248 -0.827968 0.106807 -0.919537 -0.283890

Antenna 42: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.557133 4.557133 -0.278374 -0.673260 0.379240 -0.645812 -0.469197 -0.431567 0.362328

Antenna 42: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.585584 2.585584 0.027486 -0.714043 0.889812 -0.761142 -0.886527 -0.766632 0.351409

Antenna 42: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.751773 -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078

Antenna 42: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.262491 -0.442875 1.105157 1.262491 -0.741259 -1.209218 -0.787821 -0.065839 -0.408442

Antenna 42: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.888864 -0.266070 1.888864 0.873495 -0.709893 -1.091268 -0.940735 -0.537863 -1.349396

Antenna 42: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 3.894761 -0.108400 2.194029 3.894761 -0.422884 -0.521941 -0.847880 -0.188107 -1.216085

Antenna 42: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.895065 2.895065 -0.105224 0.596659 2.852055 -0.547142 -0.579146 -1.068067 -0.428143

Antenna 42: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 2.734448 2.734448 -0.003775 0.662841 2.326079 -0.004588 0.681680 -0.795644 0.137745

Antenna 42: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.960520 -1.303603 0.810121 1.960520 0.484628 -0.879827 -0.702632 -0.696223 -0.597901

Antenna 42: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 4.277667 3.394798 0.271444 0.627580 4.277667 -0.555999 -0.216240 -1.303006 0.009207

Antenna 42: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 5.916293 5.916293 1.557649 0.304466 2.279350 1.780745 0.435954 0.262541 1.450229

Antenna 42: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 3.678843 3.678843 0.024789 0.108275 1.132447 -0.143365 -0.032715 -1.096265 -1.082316

Antenna 42: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 673.608928 62.151226 69.309013 64.345566 70.930823 66.596606 64.413016 560.515782 673.608928

Antenna 42: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Shape 1.657557 0.823885 1.657557 0.712162 -0.361601 -0.024759 1.392609 0.773309 -0.397511

Antenna 42: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 1.618223 -0.647750 1.618223 0.616022 0.496619 -0.649778 -0.917434 0.017720 -0.005353

Antenna 42: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Temporal Variability 9.776003 0.908284 2.342708 1.676880 3.394467 6.589157 9.776003 0.571298 1.742219

Antenna 42: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.452228 -0.534788 1.138584 1.452228 1.045984 -0.994306 -0.262930 -0.376689 -0.495111

Antenna 42: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Shape 4.414393 4.414393 -0.078622 0.913535 1.421906 0.211464 -0.806385 0.269644 0.977025

Antenna 42: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 1.507593 0.853057 -0.517864 1.129695 1.507593 -0.278920 -0.151897 -0.473184 -0.435354
In [ ]: